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How Milo works

Last updated November 11, 2026

AeroMilo is Contrail's flight-delay helper, and Milo is the bird who answers you. The idea fits in one line: a little bird told you. And the early bird gets the first word. He's built on insight from flight attendants, pilots and air traffic controllers around the world. Other trackers tell you what's happening. Milo tells you what to do. This page lays out how he does it: every source he reads, the rules he follows, where AI comes in and where he can be wrong.

What he does that trackers don't

Where his information comes from

Milo reads these sources directly. Flight predictions come only from flight, FAA and weather data. News is used for context and advice and never changes a forecast time. He does not use social media or other trackers.

Bird's Eye View: how he judges a flight

Bird's Eye View is the name of the prediction model behind Milo. It is Contrail's own: the signals it reads, how it weighs them and the odds it produces. For a flight that has not left, it checks each signal below. Each one can raise the risk to "Some risk" or "High risk". The highest one wins.

Delay odds

Every flight that has not left gets odds from Bird's Eye View: the chance it leaves 15 minutes or more late, the chance it leaves an hour or more late and the chance it is canceled. The odds move as the day does, and the card shows where they opened, how far they have moved and what is moving them. Nobody is betting on anything. It is Milo's own estimate, shown the way a price is shown.

What it was built from. Two sets of the Department of Transportation's on-time records, and nothing older than 2023.

What the records showed.

How it was tested. Milo was given only the 2022 national record and the first nine months of 2023, then asked for odds on 104,245 flights from October to December 2023 that it had never seen. It ranked late flights above on-time ones 69% of the time, where a coin flip scores 50%. Adding the national record is what lifted that from 66% hours ahead. Its odds ran high: the tenth of flights it rated riskiest averaged 50% and 40% left late, in months that were calmer than usual. That gap is the kind of thing Milo's own results will correct.

What is judgment, not data. The records cannot tell Milo how much an FAA takeoff slot, an official weather warning, a plane with a rough week or a delay the airline has already posted should move the odds. The same goes for the FAA's plan to slow an airport later in the day, an airport landing fewer planes than its normal rate, deicing, spacing between planes and a closed runway. The records hold visibility but not cloud height, so low cloud counts the same as the matching visibility band, and conditions at the airport you are flying to count half as much as at the one you leave from. Those are set by hand. A posted delay puts the odds at 97%. Milo's own math on a late incoming plane puts them between 72% and 90%.

Limits. The national record ends in June 2025 and counts late arrivals, which Milo uses as a stand-in for late departures at the same airport. The flight-by-flight records all leave from New York's three airports, so time of day, weather and late-plane effects are assumed to work the same way elsewhere. For Canada and Europe, Milo ran his own study: 141,592 departures from 96 airports on 12 days between December 2025 and October 2026, bought from FlightAware. It gives 61 airports and 45 airlines outside the US a starting track record. Twelve days is a small sample, so those numbers are cut down hard. Where the study and the 15-million-flight US record cover the same airports, they agree only loosely, and the study's figures are scaled to match: an airport counts about a third of what the study alone would say and an airline about half. The study's cancellation counts were not reliable, so cancel odds outside the US still start at the national average. The odds only update when someone checks the flight. From November 11, 2026, every flight's opening odds are logged against what happened, and the accuracy page will show whether a "30%" really comes out late 30 times in 100.

His forecast time

Milo turns those signals into one expected departure time: the latest time any of them points to, rounded to five minutes. When that is at least 15 minutes later than what the airline shows, the card puts the two side by side as "The airline" and "Milo".

He always says "likely" and never "will". Odds are an estimate, not a promise. Airlines swap planes and make up time, and a forecast can miss.

Where AI comes in

The rules above are plain arithmetic. They do not use AI and they give the same answer every time. AI is used in four places:

The AI model is made by OpenAI or Anthropic. It can misread a question or state something wrong, which is why the cards show the underlying data and every delay answer ends with "confirm with your airline".

Texting Milo

Milo can also answer by text message. A text goes through the same AI and the same tools as the website, with one difference: there are no cards in a text, so he writes the key facts out in a few sentences. He can also text you first. Link your phone from your account, or send him a flight number and reply WATCH, and he texts you when that flight changes. Reply STOP and he stops.

What is new and still being proven

These parts were added recently and have not yet been checked against many real flights: looking two planes back, the three-day aircraft history, plane-swap detection, delay odds, "My read", the FAA takeoff-slot lookup, Contrail story matching, web search, Europe coverage and texting. Treat them as early signals.

Where he can be wrong

His track record

Milo logs each prediction and what happened to the flight. You can see the results, good and bad, on the accuracy page.

Your information

What Milo remembers about you, who else sees it and how to erase it is on the privacy page.

Who makes Milo

Milo is made by Contrail, an aviation news site. He is free to use. Airlines and airports do not pay to appear or to change what he says. Milo links to Contrail's stories because Contrail makes him.